The number of these things is the numerator of a ratio that is empirically optimal at about 20, the Chinchilla point. Computations involving the Q, K, and V vectors generated from these things are stored in a KV cache, which improves a metric called the “time to the first” one of these things. The process of converting an input into these things is commonly done using byte-pair encoding. During the prefill stage, IDs corresponding to these things are embedded into a vector that is then passed through multiple transformer layers. The number of these things that can be processed at once is the context window. The cost of AI compute is often reported as the price per one million of these things. For 10 points, name these units of text that large language models split queries into and try to predict the next one of. ■END■
| California (South) | Main Site | Y | 4 | 100% | 0% | 50% | 123.00 |
| Canada | Main Site | Y | 12 | 83% | 0% | 25% | 111.30 |
| Great Lakes | Main Site | Y | 4 | 75% | 0% | 50% | 92.67 |
| Lower Mid-Atlantic | Main Site | Y | 9 | 78% | 0% | 22% | 122.86 |
| Northeast | Main Site | Y | 6 | 83% | 0% | 50% | 108.00 |
| Overflow | Main Site | Y | 3 | 100% | 0% | 33% | 125.33 |
| Southeast | Main Site | Y | 8 | 50% | 0% | 50% | 128.00 |
| UK | Main Site | Y | 6 | 83% | 0% | 50% | 122.40 |
| Upper Mid-Atlantic | Main Site | Y | 8 | 75% | 0% | 50% | 117.17 |
| Player | Team | Opponent | Buzz Position | Value |
|---|---|---|---|---|
| Kevin Ye | Simon Fraser | McGill B | 38 | -5 |
| Dennis Yang | Michigan B | Michigan A | 38 | -5 |
| Jerry Vinokurov | John Jay | Rutgers A | 38 | -5 |
| Jonathan Huang | MIT | Bowdoin B | 42 | -5 |
| Ethen Sun | Toronto D | Western B | 52 | -5 |
| Tianyi Zheng | UCSD C | UC Santa Barbara | 52 | -5 |
| Eric Morshed | Johns Hopkins A | Maryland A | 52 | -5 |
| Michael Du | Waterloo A | McMaster A | 60 | 10 |
| Aaryan Tomar | Georgia Tech D | Georgia Tech C | 64 | -5 |
| Colin Veevers | Ottawa | Queen's | 67 | 10 |
| Joy An | Harvard A | Brandeis A | 67 | -5 |
| Nathaniel Martin | Brandeis B | Brown | 68 | -5 |
| Mason Yu | Brown | Brandeis B | 68 | 10 |
| Yashwanth Bajji | Michigan A | Michigan B | 71 | 10 |
| John Mitnik | Columbia C | Columbia B | 71 | 10 |
| Michael Wu | Southampton A | Birmingham | 76 | -5 |
| Ali Hamzeh | Edinburgh A | Warwick A | 89 | -5 |
| Yaj Jhajhria | Washington A | Washington B | 89 | -5 |
| Charles Hang | WashU A | Georgia Tech B | 93 | 10 |
| Karthik Jayaram | UCLA A | UCSD A | 94 | 10 |
| Angelo Pan | CWRU B | Ohio State C | 103 | 10 |
| Franklin Wu | Toronto C | Toronto G | 104 | 10 |
| Ariel Faeder | Pittsburgh | Ohio State A | 104 | 10 |
| Danny Fisher | Warwick B | Montpellier | 104 | -5 |
| Jaiden Li | UCSD B | UCLA B | 104 | -5 |
| Asha Basu | McGill A | Guelph | 104 | 10 |
| Oscar Despard | Cambridge A | Imperial B | 105 | 10 |
| Jake Markus | Dartmouth B | Bowdoin A | 105 | 10 |
| Ryan Rosenberg | NYU A | Catholic | 105 | 10 |
| Kevin Liu | Maryland B | NYU C | 106 | -5 |
| Max Neal | Harvard B | Southern Connecticut State | 107 | 10 |
| Yash Tiwari | Minnesota A | Missouri A | 107 | 10 |
| Nathan Zhao | Maryland C | Johns Hopkins B | 107 | 10 |
| Rachel Bentham | Manchester | Southampton B | 108 | 10 |
| Scott Sibley | UC Irvine | Arizona State | 108 | 10 |
| Julian Sung | Oxford C | Cardiff | 109 | 10 |
| Prabhjot Chopra | Waterloo B | Carleton University | 109 | 10 |
| Abbott Sherwin | NC State A | James Madison B | 109 | 10 |
| Samanyu Dixit | North Carolina C | North Carolina A | 111 | -5 |
| Cameron Liu | Toronto F | Toronto Metropolitan | 112 | 10 |
| Alina Moore | Tennessee B | Alabama B | 112 | -5 |
| Jake Meltzer | CWRU A | Ohio State B | 113 | -5 |
| Audrey Evans | Dartmouth A | Yale | 115 | 10 |
| Owen Banks | Duke | Liberty B | 115 | 10 |
| John McQueen | South Carolina A | James Madison A | 116 | 10 |
| Zachary Bornstein | Virginia Tech B | North Carolina B | 120 | 10 |
| Jason Zhang | Toronto B | UBC A | 121 | -5 |
| Sophie Lyman | WashU B | Vanderbilt B | 121 | -5 |
| Sawyer Smith | Mississipi State | Kentucky | 121 | -5 |
| James Watson | Wake Forest | Liberty A | 121 | -5 |
| Mark Tawfik | Rutgers B | Columbia A | 121 | -5 |
| Chris Yoo | William and Mary | South Carolina B | 122 | 10 |
| James Horsley | Iowa State | Missouri B | 124 | 10 |
| Dustin Vali | Western B | Toronto D | 129 | 10 |
| Matthew Sumanen | Georgia Tech C | Georgia Tech D | 129 | 10 |
| Kelvin Ni | NYU B | Georgetown | 130 | 10 |
| Joseph Chambers | Virginia | Liberty C | 133 | 10 |
| Platon Gorokhov | Toronto E | UBC B | 138 | 10 |
| Lucas Johns | Warwick A | Edinburgh A | 144 | 0 |
| Charlotte Bauer | McGill B | Simon Fraser | 145 | 10 |
| Matthew Wang | UBC A | Toronto B | 145 | 10 |
| Aditya Patnaik | Ohio State B | CWRU A | 145 | 0 |
| Bonham Buchannon | Louisville A | Sewanee | 145 | 0 |
| Parker McCoig | Tennessee A | Alabama A | 145 | 0 |
| Tomas Ospina | Alabama A | Tennessee A | 145 | 0 |
| Davin Sivertson | Alabama B | Tennessee B | 145 | 10 |
| Katie Farthing | Vanderbilt B | WashU B | 145 | 0 |
| Teddy Fogel | Birmingham | Southampton A | 145 | 10 |
| Krishna Girish | Montpellier | Warwick B | 145 | 10 |
| Rahul Jogadhenu | UCLA B | UCSD B | 145 | 10 |
| Winston Zuo | UC Santa Barbara | UCSD C | 145 | 10 |
| Jay Misuk | Western C | Brock | 145 | 0 |
| Ellie Wang | Brock | Western C | 145 | 0 |
| Yusuf Baig | McMaster B | Western A | 145 | 0 |
| Nicholas Kwan | Western A | McMaster B | 145 | 0 |
| Jonathan Schnipper | Brandeis A | Harvard A | 145 | 10 |
| Carson Kessler | Washington B | Washington A | 145 | 10 |
| Nathan Woolery | Louisville B | Bruin | 145 | 0 |
| Olivia Kiser | Kentucky | Mississipi State | 145 | 10 |
| Andy Yu | Maryland A | Johns Hopkins A | 145 | 10 |
| Yiwei Jiang | NYU C | Maryland B | 145 | 10 |
| Caleb Hines | Liberty A | Wake Forest | 145 | 0 |
| Nick Smemoe | North Carolina A | North Carolina C | 145 | 0 |
| Orion Keller | Virginia Tech A | VCU | 145 | 10 |
| Aiden Dartley | Rutgers A | John Jay | 145 | 0 |